首页 > 最新文献

2017 IEEE International Electron Devices Meeting (IEDM)最新文献

英文 中文
Nanofluidics for cell and drug delivery 用于细胞和药物输送的纳米流体
Pub Date : 2017-12-01 DOI: 10.1109/IEDM.2017.8268529
N. Di Trani, A. Grattoni, M. Ferrari
Management of chronic pathologies requires the development of novel strategies for the delivery of drugs and cell therapies, ad hoc. We have developed implantable micronanofluidic-based platforms that leverage molecular nanoconfinement for the controlled administration of drugs and transplantation of cells. These rely on silicon nanofabricated membranes and 3D-printed polymeric architectures that afford long term function in vivo without complex pumping mechanisms or actuation. In this work, we present our recent advances in zero-order drug delivery implants, remotely tunable delivery devices, and subcutaneous encapsulations for endocrine cells transplantation.
慢性病理的管理需要开发新的策略,以提供药物和细胞治疗,特别。我们已经开发了可植入的微流体平台,利用分子纳米限制来控制药物管理和细胞移植。这些依赖于硅纳米制造膜和3d打印聚合物结构,无需复杂的泵送机制或驱动,即可在体内提供长期功能。在这项工作中,我们介绍了我们在零级药物输送植入物、远程可调输送装置和用于内分泌细胞移植的皮下包埋剂方面的最新进展。
{"title":"Nanofluidics for cell and drug delivery","authors":"N. Di Trani, A. Grattoni, M. Ferrari","doi":"10.1109/IEDM.2017.8268529","DOIUrl":"https://doi.org/10.1109/IEDM.2017.8268529","url":null,"abstract":"Management of chronic pathologies requires the development of novel strategies for the delivery of drugs and cell therapies, ad hoc. We have developed implantable micronanofluidic-based platforms that leverage molecular nanoconfinement for the controlled administration of drugs and transplantation of cells. These rely on silicon nanofabricated membranes and 3D-printed polymeric architectures that afford long term function in vivo without complex pumping mechanisms or actuation. In this work, we present our recent advances in zero-order drug delivery implants, remotely tunable delivery devices, and subcutaneous encapsulations for endocrine cells transplantation.","PeriodicalId":412333,"journal":{"name":"2017 IEEE International Electron Devices Meeting (IEDM)","volume":"11 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133328320","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Progress and future challenges of SiC power devices and process technology SiC功率器件和工艺技术的进展和未来挑战
Pub Date : 2017-12-01 DOI: 10.1109/IEDM.2017.8268360
T. Kimoto, H. Niwa, N. Kaji, T. Kobayashi, Y. Zhao, S. Mori, M. Aketa
Recent progress in SiC device physics and development of power devices in the authors' group is reviewed. The impact ionization coefficients in the wide temperature range were determined, which enables accurate device simulation. 13 kV SiC pin diodes with a very low differential on-resistance of 1.4 mΩ.cm2 and 11 kV SiC epitaxial MPS diodes are presented. A mobility-limiting factor in SiC MOSFETs is discussed, and 3 kV reverse-blocking MOSFETs are demonstrated.
综述了作者小组在SiC器件物理学和功率器件方面的最新进展。确定了较宽温度范围内的冲击电离系数,实现了器件的精确模拟。13kv SiC引脚二极管具有1.4极低的差分导通电阻mΩ。介绍了cm2和11kv SiC外延MPS二极管。讨论了SiC mosfet中的迁移率限制因素,并演示了3kv反向阻断mosfet。
{"title":"Progress and future challenges of SiC power devices and process technology","authors":"T. Kimoto, H. Niwa, N. Kaji, T. Kobayashi, Y. Zhao, S. Mori, M. Aketa","doi":"10.1109/IEDM.2017.8268360","DOIUrl":"https://doi.org/10.1109/IEDM.2017.8268360","url":null,"abstract":"Recent progress in SiC device physics and development of power devices in the authors' group is reviewed. The impact ionization coefficients in the wide temperature range were determined, which enables accurate device simulation. 13 kV SiC pin diodes with a very low differential on-resistance of 1.4 mΩ.cm2 and 11 kV SiC epitaxial MPS diodes are presented. A mobility-limiting factor in SiC MOSFETs is discussed, and 3 kV reverse-blocking MOSFETs are demonstrated.","PeriodicalId":412333,"journal":{"name":"2017 IEEE International Electron Devices Meeting (IEDM)","volume":"74 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133452618","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 15
Perspective of negative capacitance FinFETs investigated by transient TCAD simulation 瞬态TCAD仿真研究负电容finfet的前景
Pub Date : 2017-12-01 DOI: 10.1109/IEDM.2017.8268394
H. Ota, K. Fukuda, T. Ikegami, J. Hattori, H. Asai, S. Migita, A. Toriumi
Stability and instability of the negative capacitance (NC) states in metal (M) / ferroelectric (F) /M /insulator (I) /semiconductor (S) structures are rigorously studied using a newly developed transient TCAD simulation, in which time-dependent Landau-Khalatnikov (LK) equation can be considered. Our transient analysis reveals that NC becomes unstable due to formation of the inversion layer and gives rise to hysteresis in the NC-state, which cannot be simulated by the steady simulation. We propose a novel FinFET, in which the F-layer is located at the gate contact holes and exhibit a design guideline to avoid the instability of the NC-state using experimentally obtained ferroelectric parameters for (Hf, Zr)O2.
采用一种新的瞬态TCAD模拟方法,对金属(M) /铁电(F) /金属(M) /绝缘体(I) /半导体(S)结构中负电容(NC)状态的稳定性和不稳定性进行了严格研究,其中考虑了随时间变化的Landau-Khalatnikov (LK)方程。我们的瞬态分析表明,由于反转层的形成,NC变得不稳定,并且在NC状态下产生滞后,这是稳态仿真无法模拟的。我们提出了一种新的FinFET,其中f层位于栅极接触孔,并采用实验获得的(Hf, Zr)O2的铁电参数展示了避免nc态不稳定的设计准则。
{"title":"Perspective of negative capacitance FinFETs investigated by transient TCAD simulation","authors":"H. Ota, K. Fukuda, T. Ikegami, J. Hattori, H. Asai, S. Migita, A. Toriumi","doi":"10.1109/IEDM.2017.8268394","DOIUrl":"https://doi.org/10.1109/IEDM.2017.8268394","url":null,"abstract":"Stability and instability of the negative capacitance (NC) states in metal (M) / ferroelectric (F) /M /insulator (I) /semiconductor (S) structures are rigorously studied using a newly developed transient TCAD simulation, in which time-dependent Landau-Khalatnikov (LK) equation can be considered. Our transient analysis reveals that NC becomes unstable due to formation of the inversion layer and gives rise to hysteresis in the NC-state, which cannot be simulated by the steady simulation. We propose a novel FinFET, in which the F-layer is located at the gate contact holes and exhibit a design guideline to avoid the instability of the NC-state using experimentally obtained ferroelectric parameters for (Hf, Zr)O2.","PeriodicalId":412333,"journal":{"name":"2017 IEEE International Electron Devices Meeting (IEDM)","volume":"39 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131944568","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 20
Benchmarking of monolithic 3D integrated MX2 FETs with Si FinFETs 单片3D集成MX2 fet与Si finfet的基准测试
Pub Date : 2017-12-01 DOI: 10.1109/IEDM.2017.8268336
T. Agarwal, Á. Szabó, M. Bardon, B. Sorée, I. Radu, P. Raghavan, M. Luisier, W. Dehaene, M. Heyns
In this paper, monolayer transition metal dichalcogenide (MX2) FETs are benchmarked with Si FinFET using energy-delay as figure-of-merits and a physical compact model. The model is validated with the help of both atomistic simulations and experimental data for different materials, without the use of any fitting parameter. Single-gate (SG) and double-gate (DG) MX2 FETs are compared from ON current, device capacitance and energy-delay perspective. DG MX2 FETs perform 25–30% faster than SG MX2 FETs for the same energy consumption in case of dominating wire load. WS2 DG FET shows both better energy and speed among chosen MX2 materials. However, in comparison to FinFET, WS2 DG FETs are shown to be ∼ 35% slower, but more energy efficient. Therefore, to match FinFET's performance with MX2 FETs, monolithic 3D integrated MX2 SG and DG FETs are explored. It is shown that 3–5 stacked WS2 DG FETs are needed to meet N3 FinFET performance.
在本文中,单层过渡金属二硫化物(MX2) fet以Si FinFET为基准,使用能量延迟作为优点图和物理紧凑模型。在不使用任何拟合参数的情况下,利用不同材料的原子模拟和实验数据对模型进行了验证。从导通电流、器件电容和能量延迟的角度对单门(SG)和双门(DG) MX2场效应管进行了比较。在主导线负载情况下,DG MX2 fet在相同能耗下的性能比SG MX2 fet快25-30%。在选择的MX2材料中,WS2 DG FET表现出更好的能量和速度。然而,与FinFET相比,WS2 DG fet的速度要慢约35%,但能效更高。因此,为了使FinFET的性能与MX2 fet相匹配,我们探索了单片3D集成MX2 SG和DG fet。结果表明,为了满足N3 FinFET的性能,需要3-5个堆叠的WS2 DG fet。
{"title":"Benchmarking of monolithic 3D integrated MX2 FETs with Si FinFETs","authors":"T. Agarwal, Á. Szabó, M. Bardon, B. Sorée, I. Radu, P. Raghavan, M. Luisier, W. Dehaene, M. Heyns","doi":"10.1109/IEDM.2017.8268336","DOIUrl":"https://doi.org/10.1109/IEDM.2017.8268336","url":null,"abstract":"In this paper, monolayer transition metal dichalcogenide (MX2) FETs are benchmarked with Si FinFET using energy-delay as figure-of-merits and a physical compact model. The model is validated with the help of both atomistic simulations and experimental data for different materials, without the use of any fitting parameter. Single-gate (SG) and double-gate (DG) MX2 FETs are compared from ON current, device capacitance and energy-delay perspective. DG MX2 FETs perform 25–30% faster than SG MX2 FETs for the same energy consumption in case of dominating wire load. WS2 DG FET shows both better energy and speed among chosen MX2 materials. However, in comparison to FinFET, WS2 DG FETs are shown to be ∼ 35% slower, but more energy efficient. Therefore, to match FinFET's performance with MX2 FETs, monolithic 3D integrated MX2 SG and DG FETs are explored. It is shown that 3–5 stacked WS2 DG FETs are needed to meet N3 FinFET performance.","PeriodicalId":412333,"journal":{"name":"2017 IEEE International Electron Devices Meeting (IEDM)","volume":"54 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132046978","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 9
Rapid antibiotic susceptibility testing system: Life saving bioMEMS devices 快速抗生素药敏检测系统:拯救生命的bioMEMS设备
Pub Date : 2017-12-01 DOI: 10.1109/IEDM.2017.8268364
H. Y. Jeong, E.-G. Kim, S. Han, G. Y. Lee, B. Jin, T. Lim, H. C. Kim, T. S. Kim, D. Y. Kim, S. Kwon
For the prompt prescription of patients suffering from infectious diseases such as tuberculosis or bloodstream infection, a rapid antimicrobial susceptibility test (RAST) is highly necessary. This paper describe rapid antibiotic susceptibility test system composed of biochips and automated expert system, which can determine the antibiotic susceptibility of bacteria and mycobacteria derived from various parts of body. With RAST, antibiotic susceptibility was available in six hours, which was conventionally taking more than two days. Device design consideration, clinical verification, commercialization, and application of RAST system to infectious diseases are reviewed.
对于结核病或血液感染等传染病患者,快速抗菌药物敏感性试验(RAST)是非常必要的。本文介绍了一种由生物芯片和自动专家系统组成的快速抗生素药敏试验系统,该系统可以对人体各部位的细菌和分枝杆菌进行药敏检测。使用RAST,在6小时内就可以获得抗生素敏感性,而传统上需要两天以上的时间。本文综述了RAST系统的设计考虑、临床验证、商业化以及在感染性疾病中的应用。
{"title":"Rapid antibiotic susceptibility testing system: Life saving bioMEMS devices","authors":"H. Y. Jeong, E.-G. Kim, S. Han, G. Y. Lee, B. Jin, T. Lim, H. C. Kim, T. S. Kim, D. Y. Kim, S. Kwon","doi":"10.1109/IEDM.2017.8268364","DOIUrl":"https://doi.org/10.1109/IEDM.2017.8268364","url":null,"abstract":"For the prompt prescription of patients suffering from infectious diseases such as tuberculosis or bloodstream infection, a rapid antimicrobial susceptibility test (RAST) is highly necessary. This paper describe rapid antibiotic susceptibility test system composed of biochips and automated expert system, which can determine the antibiotic susceptibility of bacteria and mycobacteria derived from various parts of body. With RAST, antibiotic susceptibility was available in six hours, which was conventionally taking more than two days. Device design consideration, clinical verification, commercialization, and application of RAST system to infectious diseases are reviewed.","PeriodicalId":412333,"journal":{"name":"2017 IEEE International Electron Devices Meeting (IEDM)","volume":"30 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121358239","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Pixel/DRAM/logic 3-layer stacked CMOS image sensor technology 像素/DRAM/逻辑3层堆叠CMOS图像传感器技术
Pub Date : 2017-12-01 DOI: 10.1109/IEDM.2017.8268317
H. Tsugawa, H. Takahashi, R. Nakamura, T. Umebayashi, T. Ogita, H. Okano, K. Iwase, H. Kawashima, T. Yamasaki, D. Yoneyama, J. Hashizume, T. Nakajima, K. Murata, Y. Kanaishi, K. Ikeda, K. Tatani, T. Nagano, H. Nakayama, T. Haruta, T. Nomoto
We developed a CMOS image sensor (CIS) chip, which is stacked pixel/DRAM/logic. In this CIS chip, three Si substrates are bonded together, and each substrate is electrically connected by two-stacked through-silica vias (TSVs) through the CIS or dynamic random access memory (DRAM). We obtained low resistance, low leakage current, and high reliability characteristics of these TSVs. Connecting metal with TSVs through DRAM can be used as low resistance wiring for a power supply. The Si substrate of the DRAM can be thinned to 3 pm, and its memory retention and operation characteristics are sufficient for specifications after thinning. With this stacked CIS chip, it is possible to achieve less rolling shutter distortion and produce super slow motion video.
我们开发了一种堆叠像素/DRAM/逻辑的CMOS图像传感器(CIS)芯片。在这个CIS芯片中,三个硅衬底粘合在一起,每个衬底通过CIS或动态随机存取存储器(DRAM)通过两个堆叠的硅通孔(tsv)电连接。我们获得了这些tsv的低电阻、低漏电流和高可靠性特性。通过DRAM将金属与tsv连接可以用作电源的低电阻布线。该DRAM的Si衬底可减薄至3pm,减薄后其存储保持和操作特性足以满足规格要求。使用这种堆叠的CIS芯片,可以实现更少的滚动快门失真,并产生超级慢动作视频。
{"title":"Pixel/DRAM/logic 3-layer stacked CMOS image sensor technology","authors":"H. Tsugawa, H. Takahashi, R. Nakamura, T. Umebayashi, T. Ogita, H. Okano, K. Iwase, H. Kawashima, T. Yamasaki, D. Yoneyama, J. Hashizume, T. Nakajima, K. Murata, Y. Kanaishi, K. Ikeda, K. Tatani, T. Nagano, H. Nakayama, T. Haruta, T. Nomoto","doi":"10.1109/IEDM.2017.8268317","DOIUrl":"https://doi.org/10.1109/IEDM.2017.8268317","url":null,"abstract":"We developed a CMOS image sensor (CIS) chip, which is stacked pixel/DRAM/logic. In this CIS chip, three Si substrates are bonded together, and each substrate is electrically connected by two-stacked through-silica vias (TSVs) through the CIS or dynamic random access memory (DRAM). We obtained low resistance, low leakage current, and high reliability characteristics of these TSVs. Connecting metal with TSVs through DRAM can be used as low resistance wiring for a power supply. The Si substrate of the DRAM can be thinned to 3 pm, and its memory retention and operation characteristics are sufficient for specifications after thinning. With this stacked CIS chip, it is possible to achieve less rolling shutter distortion and produce super slow motion video.","PeriodicalId":412333,"journal":{"name":"2017 IEEE International Electron Devices Meeting (IEDM)","volume":"22 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129374762","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 28
A single magnetic-tunnel-junction stochastic computing unit 单磁隧道结随机计算单元
Pub Date : 2017-12-01 DOI: 10.1109/IEDM.2017.8268504
Yang Lv, Jianping Wang
We propose and experimentally demonstrate stochastic computing (SC) with a single magnetic tunnel junction (MJT), exploiting the physical properties and behaviors of the device. Pulse amplitude, bias field, bias current, and pulse width are used as inputs; the output is the switching probability. A single MJT can implement the operations of addition and multiplication. The scheme benefits from the high energy efficiency of an MTJ operated by spintransfer torque (STT), or other future switching mechanisms. Stochastic operations naturally provide high error tolerance, low complexity and low area cost.
我们利用该器件的物理性质和行为,提出并实验证明了单磁隧道结(MJT)的随机计算(SC)。脉冲幅度、偏置场、偏置电流和脉冲宽度作为输入;输出是开关概率。一个MJT可以实现加法和乘法运算。该方案受益于由自旋传递扭矩(STT)或其他未来开关机制操作的MTJ的高能效。随机操作具有高容错性、低复杂度和低面积成本等特点。
{"title":"A single magnetic-tunnel-junction stochastic computing unit","authors":"Yang Lv, Jianping Wang","doi":"10.1109/IEDM.2017.8268504","DOIUrl":"https://doi.org/10.1109/IEDM.2017.8268504","url":null,"abstract":"We propose and experimentally demonstrate stochastic computing (SC) with a single magnetic tunnel junction (MJT), exploiting the physical properties and behaviors of the device. Pulse amplitude, bias field, bias current, and pulse width are used as inputs; the output is the switching probability. A single MJT can implement the operations of addition and multiplication. The scheme benefits from the high energy efficiency of an MTJ operated by spintransfer torque (STT), or other future switching mechanisms. Stochastic operations naturally provide high error tolerance, low complexity and low area cost.","PeriodicalId":412333,"journal":{"name":"2017 IEEE International Electron Devices Meeting (IEDM)","volume":"6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128526918","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 28
A back-illuminated 3D-stacked single-photon avalanche diode in 45nm CMOS technology 45纳米CMOS技术的背照3d堆叠单光子雪崩二极管
Pub Date : 2017-12-01 DOI: 10.1109/IEDM.2017.8268405
Myung-Jae Lee, A. Ximenes, Preethi Padmanabhan, Tzu-Jui Wang, Kuo-Chin Huang, Y. Yamashita, D. Yaung, E. Charbon
We report on the world's first back-illuminated 3D-stacked single-photon avalanche diode (SPAD) in 45nm CMOS technology. This SPAD achieves a dark count rate of 55.4cps/μm2, a maximum photon detection probability of 31.8% at 600nm, over 5% in the 420–920nm wavelength range, and timing jitter of 107.7ps at 2.5V excess bias voltage and room temperature. To the best of our knowledge, these are the best results ever reported for any back-illuminated 3D-stacked SPAD technology.
我们报告了世界上第一个45纳米CMOS技术的背照3d堆叠单光子雪崩二极管(SPAD)。该SPAD的暗计数率为55.4cps/μm2,在600nm波长范围内最大光子检测概率为31.8%,在420 ~ 920nm波长范围内最大光子检测概率超过5%,在2.5V偏置电压和室温下的时序抖动为107.7ps。据我们所知,这是任何背光3d堆叠SPAD技术报道过的最好结果。
{"title":"A back-illuminated 3D-stacked single-photon avalanche diode in 45nm CMOS technology","authors":"Myung-Jae Lee, A. Ximenes, Preethi Padmanabhan, Tzu-Jui Wang, Kuo-Chin Huang, Y. Yamashita, D. Yaung, E. Charbon","doi":"10.1109/IEDM.2017.8268405","DOIUrl":"https://doi.org/10.1109/IEDM.2017.8268405","url":null,"abstract":"We report on the world's first back-illuminated 3D-stacked single-photon avalanche diode (SPAD) in 45nm CMOS technology. This SPAD achieves a dark count rate of 55.4cps/μm2, a maximum photon detection probability of 31.8% at 600nm, over 5% in the 420–920nm wavelength range, and timing jitter of 107.7ps at 2.5V excess bias voltage and room temperature. To the best of our knowledge, these are the best results ever reported for any back-illuminated 3D-stacked SPAD technology.","PeriodicalId":412333,"journal":{"name":"2017 IEEE International Electron Devices Meeting (IEDM)","volume":"99 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114854661","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 17
Random sparse adaptation for accurate inference with inaccurate multi-level RRAM arrays 随机稀疏自适应对不精确的多级随机随机存储器阵列进行精确推断
Pub Date : 2017-12-01 DOI: 10.1109/IEDM.2017.8268339
Abinash Mohanty, Xiaocong Du, Pai-Yu Chen, Jae-sun Seo, Shimeng Yu, Yu Cao
An array of multi-level resistive memory devices (RRAMs) can speed up the computation of deep learning algorithms. However, when a pre-trained model is programmed to a real RRAM array for inference, its accuracy degrades due to many non-idealities, such as variations, quantization error, and stuck-at faults. A conventional solution involves multiple read-verify-write (R-V-W) for each RRAM cell, costing a long time because of the slow Write speed and cell-by-cell compensation. In this work, we propose a fundamentally new approach to overcome this issue: random sparse adaptation (RSA) after the model is transferred to the RRAM array. By randomly selecting a small portion of model parameters and mapping them to on-chip memory for further training, we demonstrate an efficient and fast method to recover the accuracy: in CNNs for MNIST and CIFAR-10, ∼5% of model parameters is sufficient for RSA even under excessive RRAM variations. As the back-propagation in training is only applied to RSA cells and there is no need of any Write operation on RRAM, the proposed RSA achieves 10–100X acceleration compared to R-V-W. Therefore, this hybrid solution with a large, inaccurate RRAM array and a small, accurate on-chip memory array promises both area efficiency and inference accuracy.
多层电阻存储器阵列(rram)可以加快深度学习算法的计算速度。然而,当一个预训练的模型被编程到一个真实的RRAM阵列进行推理时,由于许多非理想性,如变量、量化误差和卡在故障,其精度会降低。传统的解决方案涉及对每个RRAM单元进行多次读-验证-写(R-V-W),由于写入速度慢和逐单元补偿,需要花费很长时间。在这项工作中,我们提出了一种全新的方法来克服这个问题:将模型转移到RRAM阵列后的随机稀疏适应(RSA)。通过随机选择一小部分模型参数并将其映射到片上存储器进行进一步训练,我们展示了一种高效快速的方法来恢复精度:在MNIST和CIFAR-10的cnn中,即使在过度的RRAM变化下,~ 5%的模型参数对于RSA来说也是足够的。由于训练中的反向传播仅应用于RSA单元,并且不需要对RRAM进行任何Write操作,因此与R-V-W相比,本文提出的RSA实现了10 - 100倍的加速。因此,这种混合解决方案具有大型,不精确的RRAM阵列和小型,精确的片上存储阵列,保证了面积效率和推理精度。
{"title":"Random sparse adaptation for accurate inference with inaccurate multi-level RRAM arrays","authors":"Abinash Mohanty, Xiaocong Du, Pai-Yu Chen, Jae-sun Seo, Shimeng Yu, Yu Cao","doi":"10.1109/IEDM.2017.8268339","DOIUrl":"https://doi.org/10.1109/IEDM.2017.8268339","url":null,"abstract":"An array of multi-level resistive memory devices (RRAMs) can speed up the computation of deep learning algorithms. However, when a pre-trained model is programmed to a real RRAM array for inference, its accuracy degrades due to many non-idealities, such as variations, quantization error, and stuck-at faults. A conventional solution involves multiple read-verify-write (R-V-W) for each RRAM cell, costing a long time because of the slow Write speed and cell-by-cell compensation. In this work, we propose a fundamentally new approach to overcome this issue: random sparse adaptation (RSA) after the model is transferred to the RRAM array. By randomly selecting a small portion of model parameters and mapping them to on-chip memory for further training, we demonstrate an efficient and fast method to recover the accuracy: in CNNs for MNIST and CIFAR-10, ∼5% of model parameters is sufficient for RSA even under excessive RRAM variations. As the back-propagation in training is only applied to RSA cells and there is no need of any Write operation on RRAM, the proposed RSA achieves 10–100X acceleration compared to R-V-W. Therefore, this hybrid solution with a large, inaccurate RRAM array and a small, accurate on-chip memory array promises both area efficiency and inference accuracy.","PeriodicalId":412333,"journal":{"name":"2017 IEEE International Electron Devices Meeting (IEDM)","volume":"9 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126034625","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 23
A 10nm high performance and low-power CMOS technology featuring 3rd generation FinFET transistors, Self-Aligned Quad Patterning, contact over active gate and cobalt local interconnects 一种10nm高性能低功耗CMOS技术,具有第三代FinFET晶体管,自对准四面图,主动栅极接触和钴本地互连
Pub Date : 2017-12-01 DOI: 10.1109/IEDM.2017.8268472
C. Auth, A. Aliyarukunju, M. Asoro, D. Bergstrom, V. Bhagwat, J. Birdsall, N. Bisnik, M. Buehler, V. Chikarmane, G. Ding, Q. Fu, H. Gomez, W. Han, D. Hanken, M. Haran, M. Hattendorf, R. Heussner, H. Hiramatsu, B. Ho, S. Jaloviar, I. Jin, S. Joshi, S. Kirby, S. Kosaraju, H. Kothari, G. Leatherman, K. Lee, J. Leib, A. Madhavan, K. Marla, H. Meyer, T. Mule, C. Parker, S. Parthasarathy, C. Pelto, L. Pipes, I. Post, M. Prince, A. Rahman, S. Rajamani, A. Saha, J. D. Santos, M. Sharma, V. Sharma, J. Shin, P. Sinha, P. Smith, M. Sprinkle, A. Amour, C. Staus, R. Suri, D. Towner, A. Tripathi, A. Tura, C. Ward, A. Yeoh
A 10nm logic technology using 3rd-generation FinFET transistors with Self-Aligned Quad Patterning (SAQP) for critical patterning layers, and cobalt local interconnects at three local interconnect layers is described. For high density, a novel self-aligned contact over active gate process and elimination of the dummy gate at cell boundaries are introduced. The transistors feature rectangular fins with 7nm fin width and 46nm fin height, 5th generation high-k metal gate, and 7th-generation strained silicon. Four or six workfunction metal stacks are used to enable undoped fins for low Vt, standard Vt and optional high Vt devices. Interconnects feature 12 metal layers with ultra-low-k dielectrics throughout the interconnect stack. The highest drive currents with the highest cell densities are reported for a 10nm technology.
描述了一种使用第三代FinFET晶体管的10nm逻辑技术,该技术具有自对准四面图(SAQP),用于关键图形层,并在三个本地互连层上使用钴本地互连。在高密度情况下,引入了一种新的自对准接触的主动栅极过程,并在单元边界处消除了虚拟栅极。该晶体管采用矩形翅片,翅片宽度为7nm,翅片高度为46nm,采用第5代高k金属栅极和第7代应变硅。使用四个或六个工作功能金属堆来实现低Vt,标准Vt和可选的高Vt设备的未掺鳍。互连具有12个金属层,整个互连堆栈具有超低k介电体。据报道,在10nm技术中,具有最高电池密度的最高驱动电流。
{"title":"A 10nm high performance and low-power CMOS technology featuring 3rd generation FinFET transistors, Self-Aligned Quad Patterning, contact over active gate and cobalt local interconnects","authors":"C. Auth, A. Aliyarukunju, M. Asoro, D. Bergstrom, V. Bhagwat, J. Birdsall, N. Bisnik, M. Buehler, V. Chikarmane, G. Ding, Q. Fu, H. Gomez, W. Han, D. Hanken, M. Haran, M. Hattendorf, R. Heussner, H. Hiramatsu, B. Ho, S. Jaloviar, I. Jin, S. Joshi, S. Kirby, S. Kosaraju, H. Kothari, G. Leatherman, K. Lee, J. Leib, A. Madhavan, K. Marla, H. Meyer, T. Mule, C. Parker, S. Parthasarathy, C. Pelto, L. Pipes, I. Post, M. Prince, A. Rahman, S. Rajamani, A. Saha, J. D. Santos, M. Sharma, V. Sharma, J. Shin, P. Sinha, P. Smith, M. Sprinkle, A. Amour, C. Staus, R. Suri, D. Towner, A. Tripathi, A. Tura, C. Ward, A. Yeoh","doi":"10.1109/IEDM.2017.8268472","DOIUrl":"https://doi.org/10.1109/IEDM.2017.8268472","url":null,"abstract":"A 10nm logic technology using 3rd-generation FinFET transistors with Self-Aligned Quad Patterning (SAQP) for critical patterning layers, and cobalt local interconnects at three local interconnect layers is described. For high density, a novel self-aligned contact over active gate process and elimination of the dummy gate at cell boundaries are introduced. The transistors feature rectangular fins with 7nm fin width and 46nm fin height, 5th generation high-k metal gate, and 7th-generation strained silicon. Four or six workfunction metal stacks are used to enable undoped fins for low Vt, standard Vt and optional high Vt devices. Interconnects feature 12 metal layers with ultra-low-k dielectrics throughout the interconnect stack. The highest drive currents with the highest cell densities are reported for a 10nm technology.","PeriodicalId":412333,"journal":{"name":"2017 IEEE International Electron Devices Meeting (IEDM)","volume":"9 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121679631","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 267
期刊
2017 IEEE International Electron Devices Meeting (IEDM)
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1